Nice terms and expressions to use in your elegant paper
A comprehensive series of benchmarks compares ... and ...
sentence
nice way to describe measures applied to compare two things.
Example: A comprehensive series of benchmarks compares floats and posits for decimals of accuracy produced for a set precision. (Gustafson, 2017)
alleviate impact
phrase
to make something have less (negative) impact
Example: ... using a lenient criterion, in an effort to alleviate impact of the experts’ experience. (Tie et al., 2014)
compound
adj.
a thing that is composed of two or more separate elements; a mixture.
Example: Starting from the baseline EfficientNet-B0, we apply our compound scaling method to scale it up. (Tan et al., 2020)
confounding
adj.
cause surprise or confusion in (someone), especially by not according with their expectations.
Example: Another limitation of this study is that the experts’ experience in rating the components could be a confounding factor to generating the ground truth. (Tie et al., 2014)
defiance
noun
behaviour in which you refuse to obey someone or something
Example: “negative zero” is another defiance of mathematical logic that exists in IEEE floats. (Gustafson, 2017)
deficit
noun
the amount by which something, especially a sum of money, is too small.
Example: ..., excluding many patients who have difficulty performing language tasks due to neurologic deficits. (Tie et al., 2014)
feasibility
noun
the state or degree of being easily or conveniently done.
Example: Our results demonstrate the feasibility of this approach in right-handed healthy controls. (Tie et al., 2014)
ar: جدوى
hardware-friendly
adj.
[Algorithm] easy to implement in various range of devices, i.e. doesn't depend on specific hardware
Example: A hardware-friendly version of Type II unums relaxes one of the rules. (Gustafson, 2017)
noteworthy
adj.
deserving attention because of being important or interesting
Example: It is noteworthy that the ultimate gold standard of this feasibility study would be to validate in neurosurgical patients. (Tie et al., 2014)
ar: يستحق الملاحظة
speculation
noun
the forming of a theory or conjecture without firm evidence.
Example: Our speculation is that our proposed strategy would not be improved significantly because ... (Tie et al., 2014)
ar: تخمين
surpass
verb
exceed; be greater than.
Example: In this paper, we aim to study model efficiency for super large ConvNets that surpass state-of-the-art accuracy (Tan et al., 2020)
To go even further,
phrase
To continue something,
Example: To go even further, we use neural architecture search to design a new baseline network and scale it up to obtain a family of models. (Tan et al., 2020)
trade ... for ...
verb + prop.
to exchange something by another.
Example: Model compression is a common way to reduce model size by trading accuracy for efficiency. (Tan et al., 2020)
unanimously
adv.
without opposition; with the agreement of all people involved.
Example: For 10 of the remaining 17 testing subjects one component was unanimously chosen as the language component by the experts. (Tie et al., 2014)
ar: بالإجماع، بالتراضي
weigh the risk
phrase
some action that involve certian level of risk but taking it is more beneficial than ignoring it.
Example: Thus, surgical approaches to brain lesions within or close to the language functional areas must strongly weigh the risk of causing permanent language deficits against the potential benefits of resection. (Tie et al., 2014)